Importing Libraries

Data Representation

Usecase 1: Which countries have the best vaccination progress?

From the above plots, We can see the countries having highest vaccination rate for 100 and total. We oberved that top cuntries having good progress are China,USA and India. By taking the vaccination rate and population count, we can tell that United States has the best Vaccination progress across the world.

Time Series Forecast

USA Daily and Total Vaccination timeseries forecast

United Kingdom timeseries prediction

Germany Timeseries Prediction

Usecase 2: Which countries are using which vaccines

From the above plots we can figure out that which countries are using which vaccinations. Also we see plots w.r.t manufacturer and vaccine brand spread across the world. China use Sinopharm/Beijing, Sinopharm/Wuhan, Sinovacn to vaccinate more people. Johnson & Johnson is the vaccination used to vaccinate during emergency.

Usecase 3: What are the main clusters among the countries and how can they be characterized?

Cluster Kind 1

Cluster Kind 2

The above plots we have got after performing clustering, have 2 kinds of clusters. One with the countires used by vaccine manufacturer and the other with the total number of vaccinations per hundred. We can say that from the cluster 1, Oxford/Astrazeneca vaccine is used by many of the countries and vaccines like abdalo and cassino are used in a particular country.

From the Cluster 2, MidddleeEast countries have the more total vaccinations rate per hundred with less population and the African Countries have the less total vaccination per hundred rate.

Usecase 4: How are the vaccination progress and the number of positive cases, deaths etc. linked in the United States?

From the above plots, we can see that the vaccination helps to reduce the number of cases and the deaths. As the Vaccination rate increases, The number of daily positive cases and the deaths decreases.